InternLM/xtuner
What happens to a stranger's pull request here, in the Porchlamp snapshot of 17 October 2026.
Outside pull requests to InternLM/xtuner got a first human reply in a median of 2 days (34 pull requests, 19 April to 16 October 2026); 54% got none within 14 days. It ranks 2,437 of 3,219 overall. It is not ranked for first-time contributors: not enough evidence to show under this lens.
| Rank | 2,437 of 3,219 |
|---|---|
| Score | 42.90 |
| Tier | C |
| Median first reply | 2 days (48.8 hours) |
| 14-day no-reply share | 54% |
| First-timer rank | Not enough evidence to show under this lens. |
| Ecosystem | Python |
| Window | 19 April to 16 October 2026 |
Composite
- Rank
- 2,437 of 3,219
- Score
- 42.90
- Tier
- C
- Coverage
- 88% · Ceiling A
- Quadrant
- Nursery
Coordinates: leverage 37.0 (coverage 100%), friction 45.6 (coverage 80%)
Five pillars
| Pillar | Score | Coverage |
|---|---|---|
| Responsiveness | 54.4 | 80% |
| Criticality | 20.5 | 100% |
| Governance | 76.8 | 100% |
| Rigor | 37.8 | 100% |
| Accessibility | 21.0 | 50% |
The measured parameters
Responsiveness
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| Decision Rate (90d)Share of outside pull requests that were merged or closed within 90 days. | 80.0% | 100.0 | 20 | 19 April to 18 July 2026 | primaryraw/pr_window/InternLM__xtuner.json |
| PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days. | 53.8% | 0.0 | 52 | 20 April to 17 October 2026 | primaryraw/pr_window/InternLM__xtuner.json |
| First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged. | Not shown: Collector failure | ||||
| Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply. | 48.8 hours (2 days) | 49.4 | 34 | 19 April to 16 October 2026 | primaryraw/pr_window/InternLM__xtuner.json |
| Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged. | 472.7 hours (19.7 days) | 36.7 | 29 | 19 April to 16 October 2026 | primaryraw/pr_window/InternLM__xtuner.json |
Criticality
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| DependentsPackages in the registry that depend on this project, counted once each. | 0 | 15.9 | — | — | primaryraw/dependents/InternLM__xtuner.json |
| Monthly DownloadsDownloads from the package registry in a month. | 599 downloads a month | 8.7 | — | — | primaryraw/downloads/pypi__xtuner.json |
| OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals. | 0.3421 | 34.2 | — | — | primaryraw/github_meta/InternLM__xtuner.json |
Governance
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| Elephant FactorThe fewest organisations that account for half of the last year's commits. | 4 | 100.0 | 774 | — | primaryraw/commits_365d/InternLM__xtuner.json |
| Legal IP RegimeThe contributor licence regime: DCO, none, a foundation CLA or a corporate CLA. | No CLA or sign-off found | 85.0 | — | — | primaryraw/governance/InternLM__xtuner.json |
| Promotion LadderHow openly a contributor can become a maintainer, from closed to verified. | No written path to becoming a maintainer | 40.0 | — | — | primaryraw/governance/InternLM__xtuner.json |
Rigor
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| AI Policy PostureWhether the project has a written policy on AI-assisted contributions. | No written AI policy | 40.0 | — | — | primaryraw/governance/InternLM__xtuner.json |
| Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100. | 47.534 | 47.5 | 309 | — | proxy:review_ciraw/pr_window/InternLM__xtuner.json |
| Substantive Review RateShare of decided pull requests that received a substantive review. | 18.2% | 22.7 | 44 | 19 April to 16 October 2026 | primaryraw/pr_window/InternLM__xtuner.json |
Accessibility
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals. | 70 | 70.0 | 21 | — | primaryraw/actions_runs/InternLM__xtuner.json |
| Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days. | Not shown: Collector failure | ||||
| Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers. | 0 | 0.0 | — | — | primaryraw/gfi/InternLM__xtuner.json |
| Newcomer Return RateShare of those merged first-time authors who sent a second pull request within 90 days. | Not shown: Collector failure | ||||
Persona view
| Persona | Rank | Score | Tier | Status |
|---|---|---|---|---|
| Balanced | 2,437 of 3,219 | 42.90 | C | Rated |
| First-timer | Not enough evidence to show under this lens. | |||
| Career capital | This repository's production-criticality signal is not yet high enough for career-capital ranking. | |||
| Senior systems | 999 of 1,276 | 43.14 | C | Rated |
| AI-assisted | 2,916 of 3,696 | 41.83 | C | Rated |
Integrity
- Snapshot
- 2026-10-17
- Raw hash
- 3552744c0845765efdad76ee3067ce7aabea818f3102a55d2fa478b0d7c333bc
No suspicion flags on this repository.
The full record is in data/2026-10-17/repos/7b.json, under the key InternLM/xtuner.
How every number is measured: Porchlamp methodology.
Open an issue about this record and say what looks wrong.
Porchlamp (2026). InternLM/xtuner. Snapshot 2026-10-17. https://porchlamp.org/projects/internlm/xtuner/. CC BY 4.0.
Similar projects
The ranked projects nearest this one in the same ecosystem.
- plasma-umass/scalene (rank 2,451)
- QuentinFuxa/WhisperLiveKit (rank 2,453)
- jupytext/jupytext (rank 2,456)
- burnash/gspread (rank 2,457)
- joerick/pyinstrument (rank 2,458)